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Daniel Fernandez Sotolongo 1338bdd211 documentacion del articulo
2025-09-15 13:27:59 -04:00

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<div id="viewer" class="pdfViewer has-transparent-text-layer"><div class="page" style="width: 992px; height: 1403px;" data-page-number="1" data-page-label="4" data-loaded="true"><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page1" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"><span style="left: 76.7717px; top: 302.894px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.13528);">DOI:</span><span style="left: 128.431px; top: 303.574px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00421);">10.26820/recimundo/5.(1).enero.2021.4-19</span><span style="left: 76.7717px; top: 326.227px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.15187);">URL: </span><span style="left: 135.651px; top: 326.907px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00999);"> http://recimundo.com/index.php/es/article/view/978</span><span style="left: 76.7717px; top: 349.56px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.15614);">EDITORIAL: </span><span style="left: 211.21px; top: 350.24px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00795);">Saberes del Conocimiento</span><span style="left: 76.7717px; top: 372.894px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.15187);">REVISTA: </span><span style="left: 186.391px; top: 373.574px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.981759);">RECIMUNDO</span><span style="left: 76.7717px; top: 396.227px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.15361);">ISSN: </span><span style="left: 143.411px; top: 396.907px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.988789);">2588-073X</span><span style="left: 76.7717px; top: 419.56px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.14473);">TIPO DE INVESTIGACIÓN: </span><span style="left: 366.708px; top: 420.24px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01425);">Artículo de Cientifico</span><span style="left: 76.7717px; top: 442.894px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.1089);">CÓDIGO UNESCO: </span><span style="left: 280.05px; top: 443.574px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01259);">1203 Ciencia de los Ordenadores</span><span style="left: 76.7717px; top: 466.227px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.1466);">PAGINAS: </span><span style="left: 189.711px; top: 466.907px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00008);">4-19</span><span style="left: 97.1247px; top: 509.104px; font-size: 25px; font-family: sans-serif; transform: scaleX(1.08112);">Estudio del uso de técnicas de inteligencia artificial aplicadas para </span><span style="left: 404.647px; top: 532.437px; font-size: 25px; font-family: sans-serif; transform: scaleX(1.07334);">análisis de suelos para el sector agrícola</span><span style="left: 86.21px; top: 578.404px; font-size: 25px; font-family: sans-serif; transform: scaleX(0.893405);">Study of the use of artificial intelligence techniques applied to the analysis of soils </span><span style="left: 640.175px; top: 601.737px; font-size: 25px; font-family: sans-serif; transform: scaleX(0.905743);">for the agricultural sector</span><span style="left: 121.711px; top: 648.404px; font-size: 25px; font-family: sans-serif; transform: scaleX(0.881263);">Estudo do uso de técnicas de inteligência artificial aplicadas à análise de solos </span><span style="left: 687.399px; top: 671.737px; font-size: 25px; font-family: sans-serif; transform: scaleX(0.880833);">para o setor agrícola</span><span style="left: 141.206px; top: 719.294px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.791309);">Juan Sebastian Bonilla Segovia</span><span style="left: 363.722px; top: 722.583px; font-size: 11.66px; font-family: sans-serif;">1</span><span style="left: 369.167px; top: 719.294px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.789244);">; Francisco Andrés Dávila Rojas</span><span style="left: 593.703px; top: 722.583px; font-size: 11.66px; font-family: sans-serif;">2</span><span style="left: 599.276px; top: 719.294px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.816486);">; Manuel William Villa Quishpe</span><span style="left: 819.491px; top: 722.583px; font-size: 11.66px; font-family: sans-serif;">3</span><span style="left: 139.983px; top: 769.56px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.10071);">RECIBIDO: </span><span style="left: 258.202px; top: 770.24px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.974937);">28/11/2020</span><span style="left: 359.442px; top: 769.56px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.09065);">ACEPTADO: </span><span style="left: 489.5px; top: 770.24px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.962652);">06/12/2020 </span><span style="left: 590.74px; top: 769.56px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.10455);">PUBLICADO:</span><span style="left: 724.519px; top: 770.24px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.957409);"> 31</span><span style="left: 751.119px; top: 770.24px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.959383);">/01/2021</span><span style="left: 76.7717px; top: 821.802px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.963836);">1. </span><span style="left: 106.772px; top: 821.802px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.939841);">Universidad Técnica Cotopaxi, Latacunga, Ecuador; juan.bonilla4105@utc.edu.ec; </span><span style="left: 667.759px; top: 821.802px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.957499);"> https://orcid.org/0000-0002-7412-</span><span style="left: 106.772px; top: 845.135px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.975067);">8176 </span><span style="left: 76.7717px; top: 868.469px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.963836);">2. </span><span style="left: 106.772px; top: 868.469px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.981885);">Universidad Técnica Cotopaxi, Latacunga, Ecuador;</span><span style="left: 446.739px; top: 868.469px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.974222);"> francisco.davila2@utc.edu.ec; </span><span style="left: 668.31px; top: 868.469px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.972632);"> https://orcid.org/0000-0002-4504-</span><span style="left: 106.772px; top: 891.802px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.962874);">2496</span><span style="left: 76.7717px; top: 915.135px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.963836);">3. </span><span style="left: 106.772px; top: 915.135px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.970074);">Magister en Interconectividad de Redes; Diploma Superior en Comercio Exterior; Licenciado en Sistemas Computaciona</span><span style="left: 884.375px; top: 915.135px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 106.772px; top: 938.469px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.956953);">les; Ingeniero en Sistemas e Informática; Universidad Técnica Cotopaxi, Latacunga; Ecuador; manuel.villa@utc.edu.ec; </span><span style="left: 106.772px; top: 961.802px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.967681);">https://orcid.org/0000-0001-5827-8337</span><span style="left: 388.553px; top: 1026.57px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(1.09752);">CORRESPONDENCIA</span><span style="left: 388.987px; top: 1046.91px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(0.78711);">Juan Sebastian Bonilla Segovia</span><span style="left: 379.22px; top: 1073.81px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(0.953768);">juan.bonilla4105@utc.edu.ec</span><span style="left: 390.487px; top: 1111.01px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(1.21674);">Latacunga, Ecuador</span><span style="left: 231.066px; top: 1192.94px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(1.15053);">© RECIMUNDO; Editorial Saberes del Conocimiento, 2021</span><div class="endOfContent"></div></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="2" data-page-label="5" data-loaded="true"><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page2" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"><span style="left: 470.164px; top: 215.305px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.11543);">RESUMEN </span><span style="left: 104.929px; top: 245.336px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.0086);">La aplicación de la inteligencia artificial (IA) ha sido evidente en el sector agrícola. Hoy en día, la agricultura se enfrenta a </span><span style="left: 104.929px; top: 261.524px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.996442);">numerosos desafíos para maximizar su rendimiento, incluidos tratamientos inadecuados del suelo, infestación de enferme</span><span style="left: 913.713px; top: 261.524px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 104.929px; top: 277.711px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01712);">dades, plagas, entre otros, por lo que la necesidad del manejo de big data se ha vuelto un requisito fundamental en este </span><span style="left: 104.929px; top: 293.899px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00633);">sector para incrementar el conocimiento entre los agricultores y la tecnología. El concepto principal de IA en la agricultura </span><span style="left: 104.929px; top: 310.086px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02267);">es su flexibilidad, alto rendimiento, precisión y rentabilidad. La automatización de la agricultura es la principal preocupa</span><span style="left: 913.713px; top: 310.086px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 104.929px; top: 326.274px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01727);">ción y el tema emergente de todos los países, ya que, los métodos tradicionales utilizados por los agricultores ya no son </span><span style="left: 104.929px; top: 342.461px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.998691);">suficientes para satisfacer la creciente demanda de aumento de la población. En relación con esto, se introdujeron nuevos </span><span style="left: 104.929px; top: 358.649px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02159);">métodos automatizados que satisfacen las necesidades alimentarias y proporcionan grandes oportunidades de empleo, </span><span style="left: 104.929px; top: 374.836px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02067);">trayendo una revolución agrícola en este sector. El uso de inteligencia artificial y de las nuevas tecnologías ha protegido </span><span style="left: 104.929px; top: 391.024px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.0122);">el cultivo a través del rendimiento de varios factores como los cambios climáticos, el crecimiento de la población, los pro</span><span style="left: 913.713px; top: 391.024px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 104.929px; top: 407.211px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02004);">blemas de empleo y la seguridad alimentaria, brindando beneficios en el uso adecuado del agua, pesticidas, herbicidas, </span><span style="left: 104.929px; top: 423.399px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.03258);">así como también, ayudando en el uso eficiente de la mano de obra, elevando la productividad, mejorando la calidad y </span><span style="left: 104.929px; top: 439.586px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.0064);">manteniendo la fertilidad del suelo. Este artículo presenta una revisión de las aplicaciones de la IA en el suelo, manejo de </span><span style="left: 104.929px; top: 455.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00531);">cultivos, manejo de malezas y enfermedades por administración. Se presta especial atención a la fuerza y limitaciones de </span><span style="left: 104.929px; top: 471.961px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01632);">la aplicación y la forma de utilizar expertos sistemas para una mayor productividad.</span><span style="left: 104.929px; top: 502.785px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.22646);">Palabras clave:</span><span style="left: 230.762px; top: 503.295px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01271);"> Inteligencia artificial, agricultura, manejo del suelo, manejo de cultivos, rendimiento.</span><span style="left: 466.399px; top: 532.305px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.1355);">ABSTRACT</span><span style="left: 104.929px; top: 562.336px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01897);">The application of artificial intelligence (AI) has been evident in the agricultural sector. Today, agriculture faces numerous </span><span style="left: 104.929px; top: 578.524px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.958332);">challenges to maximize its yield, including inadequate soil treatments, disease infestation, pests, among others, so the </span><span style="left: 104.929px; top: 594.711px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00179);">need to manage big data has become a fundamental requirement in this sector to increase knowledge among farmers and </span><span style="left: 104.929px; top: 610.899px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01972);">technology. The main concept of AI in agriculture is its flexibility, high performance, precision and cost effectiveness. The </span><span style="left: 104.929px; top: 627.086px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02176);">automation of agriculture is the main concern and the emerging issue of all countries, since the traditional methods used </span><span style="left: 104.929px; top: 643.274px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00022);">by farmers are no longer sufficient to meet the growing demand of increasing population. In relation to this, new automated </span><span style="left: 104.929px; top: 659.461px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.0055);">methods were introduced that meet food needs and provide great employment opportunities, bringing an agricultural revo</span><span style="left: 913.713px; top: 659.461px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 104.929px; top: 675.649px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00634);">lution in this sector. The use of artificial intelligence and new technologies has protected the crop through the performance </span><span style="left: 104.929px; top: 691.836px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00519);">of various factors such as climate changes, population growth, employment problems and food security, providing benefits </span><span style="left: 104.929px; top: 708.024px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.03427);">in the proper use of water, pesticides, herbicides, as well as helping in the efficient use of labor, raising productivity, im</span><span style="left: 913.713px; top: 708.024px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 104.929px; top: 724.211px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.994871);">proving quality and maintaining soil fertility. This article presents a review of AI applications in soil, crop management, weed </span><span style="left: 104.929px; top: 740.399px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.0219);">management, and disease management. Particular attention is paid to the strength and limitations of the application and </span><span style="left: 104.929px; top: 756.586px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01212);">how to use expert systems for increased productivity.</span><span style="left: 104.929px; top: 786.362px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.06715);">Keywords: </span><span style="left: 184.128px; top: 786.107px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01524);">Artificial intelligence, agriculture, soil management. crop management, yield.</span><span style="left: 475.579px; top: 816.93px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.10096);">RESUMO</span><span style="left: 104.929px; top: 848.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.998705);">A aplicação da inteligência artificial (IA) tem sido evidente no setor agrícola. Hoje, a agricultura enfrenta inúmeros desafios </span><span style="left: 104.929px; top: 866.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.00509);">para maximizar seu rendimento, incluindo tratamentos inadequados do solo, infestação de doenças, pragas, entre outros, </span><span style="left: 104.929px; top: 884.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01692);">de modo que a necessidade de gerenciar grandes dados tornou-se um requisito fundamental neste setor para aumentar </span><span style="left: 104.929px; top: 902.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.955519);">o conhecimento entre os agricultores e a tecnologia. O principal conceito de IA na agricultura é sua flexibilidade, alto </span><span style="left: 104.929px; top: 920.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02129);">desempenho, precisão e custo-benefício. A automação da agricultura é a principal preocupação e a questão emergente </span><span style="left: 104.929px; top: 938.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.02278);">de todos os países, já que os métodos tradicionais utilizados pelos agricultores não são mais suficientes para atender à </span><span style="left: 104.929px; top: 956.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01388);">crescente demanda do aumento da população. Em relação a isto, foram introduzidos novos métodos automatizados que </span><span style="left: 104.929px; top: 974.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.0115);">atendem às necessidades alimentares e oferecem grandes oportunidades de emprego, trazendo uma revolução agrícola </span><span style="left: 104.929px; top: 992.774px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01513);">neste setor. O uso de inteligência artificial e novas tecnologias tem protegido a cultura através do desempenho de vários </span><span style="left: 104.929px; top: 1010.77px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01934);">fatores como mudanças climáticas, crescimento populacional, problemas de emprego e segurança alimentar, proporcio</span><span style="left: 913.713px; top: 1010.77px; font-size: 15px; font-family: sans-serif;">-</span><span style="left: 104.929px; top: 1028.77px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.961841);">nando benefícios no uso adequado da água, pesticidas, herbicidas, além de ajudar no uso eficiente da mão-de-obra, </span><span style="left: 104.929px; top: 1046.77px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.998349);">aumentando a produtividade, melhorando a qualidade e mantendo a fertilidade do solo. Este artigo apresenta uma revisão </span><span style="left: 104.929px; top: 1064.77px; font-size: 15px; font-family: sans-serif; transform: scaleX(0.938831);">das aplicações da IA no solo, no manejo de culturas, no manejo de ervas daninhas e no manejo de doenças. É dada </span><span style="left: 104.929px; top: 1082.77px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01705);">especial atenção à força e limitações da aplicação e como usar sistemas especializados para aumentar a produtividade.</span><span style="left: 104.929px; top: 1114.44px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.20787);">Palavras-chave: </span><span style="left: 239.926px; top: 1114.95px; font-size: 15px; font-family: sans-serif; transform: scaleX(1.01311);">Inteligência artificial, agricultura, manejo do solo. manejo de culturas, rendimento.</span><div class="endOfContent"></div></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="3" data-page-label="6" data-loaded="true"><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page3" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"><span style="left: 82.9872px; top: 1329.8px; font-size: 20px; font-family: sans-serif;">6</span><span style="left: 374.582px; top: 1332.31px; font-size: 23.3333px; font-family: sans-serif; transform: scaleX(0.618435);">RECIMUNDO VOL. 5 Nº 1 (2021)</span><span style="left: 75.726px; top: 117.187px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.27217);">Introducción</span><span style="left: 75.726px; top: 165.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.961875);">La agricultura es la base de la sostenibili</span><span style="left: 459.466px; top: 165.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 189.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00429);">dad de cualquier economía. Desempeña un </span><span style="left: 75.726px; top: 213.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0383);">papel clave en el crecimiento económico a </span><span style="left: 75.726px; top: 237.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04326);">largo plazo, sin embargo, puede variar se</span><span style="left: 459.466px; top: 237.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 261.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.946045);">gún los países. En el pasado, las activida</span><span style="left: 459.466px; top: 261.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 285.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00893);">des agrícolas se limitaban a la alimentación </span><span style="left: 75.726px; top: 309.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.986636);">y producción de cultivos. Pero en las últimas </span><span style="left: 75.726px; top: 333.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04321);">dos décadas, ha evolucionado al procesa</span><span style="left: 459.466px; top: 333.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 357.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02458);">miento, producción, comercialización y dis</span><span style="left: 459.466px; top: 357.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 381.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02009);">tribución de cultivos y productos pecuarios. </span><span style="left: 75.726px; top: 405.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.989424);">Actualmente, las actividades agrícolas sir</span><span style="left: 459.466px; top: 405.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 429.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02473);">ven como fuente básica de sustento, mejo</span><span style="left: 459.466px; top: 429.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 453.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01562);">rando el PIB (Producto Interno Bruto), sien</span><span style="left: 459.466px; top: 453.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 477.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02154);">do una fuente de comercio nacional, lo que </span><span style="left: 75.726px; top: 501.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01441);">reduce el desempleo, proporciona materias </span><span style="left: 75.726px; top: 525.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.972776);">primas para la producción en otras indus</span><span style="left: 459.466px; top: 525.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 549.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.994981);">trias, y en general incrementa en el desarro</span><span style="left: 459.466px; top: 549.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 573.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00665);">llo de la economía. </span><span style="left: 75.726px; top: 621.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.960202);">Con la geometría global el aumento de la </span><span style="left: 75.726px; top: 645.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02458);">población se vuelve imperativo y las prácti</span><span style="left: 459.466px; top: 645.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 669.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04239);">cas agrícolas se revisan con el objetivo de </span><span style="left: 75.726px; top: 693.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.995133);">ofrecer enfoques innovadores para soste</span><span style="left: 459.466px; top: 693.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 717.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0323);">ner y mejorar las actividades del sector. La </span><span style="left: 75.726px; top: 741.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02776);">introducción de la IA en la agricultura “será </span><span style="left: 75.726px; top: 765.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03679);">posible gracias a todos los avances tecno</span><span style="left: 459.466px; top: 765.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 789.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.972735);">lógicos, incluidos el análisis de macro da</span><span style="left: 459.466px; top: 789.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 813.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.980186);">tos, robótica, internet, la disponibilidad de </span><span style="left: 75.726px; top: 837.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02286);">sensores baratos y cámaras, tecnología de </span><span style="left: 75.726px; top: 861.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.025);">drones e incluso internet a gran escala con </span><span style="left: 75.726px; top: 885.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0277);">cobertura en campos geográficamente dis</span><span style="left: 459.466px; top: 885.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 909.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01753);">persos”(Zibah, 2015).</span><span style="left: 75.726px; top: 957.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01239);">En tal sentido, analizando el suelo las fuen</span><span style="left: 459.466px; top: 957.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 981.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.95931);">tes de datos de gestión como la tempera</span><span style="left: 459.466px; top: 981.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 1005.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04275);">tura, el clima, la humedad y el rendimiento </span><span style="left: 75.726px; top: 1029.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03255);">histórico de los cultivos; los sistemas de IA </span><span style="left: 75.726px; top: 1053.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02757);">podrán proporcionar información predictiva </span><span style="left: 75.726px; top: 1077.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03454);">sobre qué cultivo plantar en un año dado y </span><span style="left: 75.726px; top: 1101.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.96733);">cuando son las fechas óptimas para sem</span><span style="left: 459.466px; top: 1101.87px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 1125.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02774);">brar y cosechar en un área específica, me</span><span style="left: 459.466px; top: 1125.87px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 1149.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.947544);">jorando así la producción de los cultivos y </span><span style="left: 75.726px; top: 1173.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.969339);">disminuyendo el uso de agua, fertilizantes </span><span style="left: 75.726px; top: 1197.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02902);">y pesticidas. </span><span style="left: 75.726px; top: 1245.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01856);">Estas aplicaciones han dado múltiples ven</span><span style="left: 459.466px; top: 1245.87px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 75.726px; top: 1269.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03269);">tajas a los productores de tierras, tomando </span><span style="left: 497.723px; top: 117.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03717);">en cuenta que esta labor representa un pi</span><span style="left: 881.529px; top: 117.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 141.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01962);">lar fundamental en la economía de muchos </span><span style="left: 497.723px; top: 165.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.993639);">países. SofOs, (2017) “razón por la cual con </span><span style="left: 497.723px; top: 189.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.945184);">la llegada de las nuevas tecnologías en la </span><span style="left: 497.723px; top: 213.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.958229);">agricultura se disminuyó en gran parte las </span><span style="left: 497.723px; top: 237.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04652);">cargas de trabajo pesado para los agricul</span><span style="left: 881.529px; top: 237.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 261.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01247);">tores y estos aumentaron su producción”.</span><span style="left: 497.723px; top: 309.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02781);">La presión sobre el sector agrícola aumen</span><span style="left: 881.529px; top: 309.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 333.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02475);">tará con la expansión continua de la pobla</span><span style="left: 881.529px; top: 333.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 357.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.964444);">ción humana y, por lo tanto, la tecnología </span><span style="left: 497.723px; top: 381.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.992257);">agrícola y la agricultura de precisión han </span><span style="left: 497.723px; top: 405.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00106);">ganado mucha importancia en el mundo ac</span><span style="left: 881.529px; top: 405.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 429.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01247);">tual. “Esto también se denomina agricultura </span><span style="left: 497.723px; top: 453.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.956372);">digital, lo que significa el uso de sistemas </span><span style="left: 497.723px; top: 477.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04015);">informáticos de alta tecnología para calcu</span><span style="left: 881.529px; top: 477.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 501.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.980521);">lar diferentes parámetros, como detección </span><span style="left: 497.723px; top: 525.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.978462);">de malezas, predicción de cultivos, detec</span><span style="left: 881.529px; top: 525.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 549.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.975611);">ción de rendimiento, calidad de cultivos y </span><span style="left: 497.723px; top: 573.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.984037);">muchas técnicas de aprendizaje automáti</span><span style="left: 881.529px; top: 573.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 597.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0094);">co” (Liakos &amp; Busato, 2018)</span><span style="left: 497.723px; top: 645.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.995293);">Mediante el desarrollo del proceso inves</span><span style="left: 881.529px; top: 645.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 669.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.971218);">tigativo, se hace mención a los diferentes </span><span style="left: 497.723px; top: 693.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00766);">usos de las técnicas de inteligencia artificial </span><span style="left: 497.723px; top: 717.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02801);">que se emplean en el sector agrícola a tra</span><span style="left: 881.529px; top: 717.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 741.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02313);">vés de una revisión de la literatura, en aras </span><span style="left: 497.723px; top: 765.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01877);">de brindar información de interés para futu</span><span style="left: 881.529px; top: 765.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 789.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02794);">ras investigaciones y para lectores que de</span><span style="left: 881.529px; top: 789.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 813.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01448);">sean documentarse acerca de este tema.</span><span style="left: 497.723px; top: 861.187px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.22199);">Metodología</span><span style="left: 497.723px; top: 909.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03264);">Para la realización de este trabajo se debe </span><span style="left: 497.723px; top: 933.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00683);">seguir un lineamiento en la cual permita po</span><span style="left: 881.529px; top: 933.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 957.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01561);">der desarrollar metodológicamente el análi</span><span style="left: 881.529px; top: 957.867px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 981.867px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03768);">sis de las técnicas de IA que se aplican en </span><span style="left: 497.723px; top: 1005.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.968296);">los suelos del sector agrícola. Para lograr </span><span style="left: 497.723px; top: 1029.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02898);">este fin, se emplean técnicas que permitan </span><span style="left: 497.723px; top: 1053.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02694);">obtener información tales como encuestas, </span><span style="left: 497.723px; top: 1077.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.953987);">entrevistas y observación. En este caso la </span><span style="left: 497.723px; top: 1101.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0491);">técnica de investigación utilizada fue el de </span><span style="left: 497.723px; top: 1125.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01569);">las encuestas al personal que labora en los </span><span style="left: 497.723px; top: 1149.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00916);">invernaderos.</span><span style="left: 497.723px; top: 1198.21px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.08668);">Tipo de investigación</span><span style="left: 497.723px; top: 1245.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01282);">Existen diversos tipos de investigación apli</span><span style="left: 881.529px; top: 1245.87px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 497.723px; top: 1269.87px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02841);">cables a la investigación planteada. “Se </span><span style="left: 75.5905px; top: 67.0435px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(0.957508);">BONILLA SEGOVIA, J. S., DÁVILA ROJAS, F. A., &amp; VILLA QUISHPE, M. W. </span><div class="endOfContent"></div></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="4" data-page-label="7" data-loaded="true"><div class="loadingIcon"></div><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page4" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="5" data-page-label="8" data-loaded="true"><div class="loadingIcon"></div><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page5" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="6" data-page-label="9" data-loaded="true"><div class="loadingIcon"></div><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page6" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="7" data-page-label="10" data-loaded="true"><div class="loadingIcon"></div><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page7" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="8" data-page-label="11" data-loaded="true"><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page8" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"><span style="left: 884.475px; top: 1330.11px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.26768);">11 </span><span style="left: 376.944px; top: 1331.56px; font-size: 23.3333px; font-family: sans-serif; transform: scaleX(0.618435);">RECIMUNDO VOL. 5 Nº 1 (2021)</span><span style="left: 103.937px; top: 117.955px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.057);">Rangos de temperatura, humedad y ph</span><span style="left: 103.937px; top: 165.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.984018);">El análisis de los rangos de temperatura, </span><span style="left: 103.937px; top: 189.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.948173);">humedad y ph juega un papel clave en el </span><span style="left: 103.937px; top: 213.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0341);">manejo de la agricultura, ya que, esto ase</span><span style="left: 487.743px; top: 213.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 237.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.96597);">gura el bienestar de la planta, por lo que </span><span style="left: 103.937px; top: 261.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00741);">se debe considerar necesario una medición </span><span style="left: 103.937px; top: 285.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.972156);">precisa de estas características del suelo. </span><span style="left: 103.937px; top: 309.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.94106);">Hoy en día se emplean sensores que ayu</span><span style="left: 487.743px; top: 309.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 333.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.970345);">dan con la recolección de los datos apor</span><span style="left: 487.743px; top: 333.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 357.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.995865);">tando beneficios en el manejo de los rangos </span><span style="left: 103.937px; top: 381.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01846);">requeridos.</span><span style="left: 103.937px; top: 429.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.965332);">Para poder recoger este tipo de datos en </span><span style="left: 103.937px; top: 453.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00127);">el campo de la agricultura y de acuerdo </span><span style="left: 103.937px; top: 477.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.933057);">al manejo de la IA se emplean sensores y </span><span style="left: 103.937px; top: 501.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.949936);">arduinos. Los arduinos “son una plaforma </span><span style="left: 103.937px; top: 525.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01471);">de hardware libre, basada en una placa </span><span style="left: 103.937px; top: 549.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.962649);">con un micro controlador y un entorno de </span><span style="left: 103.937px; top: 573.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02506);">desarrollo, diseñada para facilitar el uso de </span><span style="left: 103.937px; top: 597.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.983995);">la electrónica en proyectos multidisciplina</span><span style="left: 487.743px; top: 597.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 621.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00129);">res”(Chora, Álvarez, &amp; Espinoza, 2018).</span><span style="left: 103.937px; top: 669.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04037);">De acuerdo con el uso de este tipo de pla</span><span style="left: 487.743px; top: 669.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 693.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00679);">taformas, los estudios de los suelos son </span><span style="left: 103.937px; top: 717.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03563);">más eficientes y ofrecen mayor calidad del </span><span style="left: 103.937px; top: 741.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.974104);">producto, brindando al agricultor un mejor </span><span style="left: 103.937px; top: 765.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.95938);">uso de los tiempos de empleo, minimizan</span><span style="left: 487.743px; top: 765.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 789.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.999599);">do los riesgos y las perdidas. En tal sentido, </span><span style="left: 103.937px; top: 813.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03227);">los rangos requeridos para el manejo de la </span><span style="left: 103.937px; top: 837.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00681);">temperatura, el ph y la humedad se presen</span><span style="left: 487.743px; top: 837.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 861.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01373);">tan a continuación:</span><span style="left: 103.937px; top: 909.955px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05693);">Temperatura</span><span style="left: 144.597px; top: 1009.58px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05693);">Temperatura</span><span style="left: 287.487px; top: 1009.58px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05084);">Mínima</span><span style="left: 384.341px; top: 1009.58px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04775);">Máxima</span><span style="left: 174.457px; top: 1051.99px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00006);">Rango</span><span style="left: 310.817px; top: 1051.99px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0003);">17</span><span style="left: 409.9px; top: 1051.99px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0003);">23</span><span style="left: 256.391px; top: 955.789px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.22199);">Tabla 1.</span><span style="left: 103.937px; top: 1112.08px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 191.736px; top: 1112.76px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 564.119px; top: 164.463px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02939);">Fecha</span><span style="left: 699.283px; top: 152.463px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03802);">Dato </span><span style="left: 661.983px; top: 176.463px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05693);">Temperatura</span><span style="left: 818.776px; top: 152.463px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0514);">Rango </span><span style="left: 814.886px; top: 176.463px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.07943);">Optimo </span><span style="left: 541.579px; top: 203.816px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2019-12-25</span><span style="left: 715.743px; top: 203.816px; font-size: 20px; font-family: sans-serif;">0</span><span style="left: 843.776px; top: 203.816px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 231.509px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2019-12-26</span><span style="left: 715.743px; top: 231.509px; font-size: 20px; font-family: sans-serif;">6</span><span style="left: 843.776px; top: 231.509px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 259.202px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2019-12-27</span><span style="left: 715.743px; top: 259.202px; font-size: 20px; font-family: sans-serif;">2</span><span style="left: 843.776px; top: 259.202px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 286.895px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2020-01-10</span><span style="left: 715.743px; top: 286.895px; font-size: 20px; font-family: sans-serif;">8</span><span style="left: 843.776px; top: 286.895px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 316.774px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2020-01-30</span><span style="left: 710.183px; top: 316.774px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0003);">23</span><span style="left: 541.579px; top: 346.653px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2020-01-31</span><span style="left: 701.843px; top: 346.653px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00051);">29.1</span><span style="left: 843.776px; top: 346.653px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 678.523px; top: 116.935px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.22199);">Tabla 2.</span><span style="left: 526.07px; top: 382.592px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 613.868px; top: 383.272px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 526.07px; top: 424.875px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.995238);">En un estudio realizado en invernaderos en</span><span style="left: 909.876px; top: 424.875px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 448.875px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.960289);">tre los meses diciembre del 2019 y enero </span><span style="left: 526.07px; top: 472.875px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.97315);">del 2020 la temperatura fue incrementada </span><span style="left: 526.07px; top: 496.875px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05164);">con el paso de los días logrando un rango </span><span style="left: 526.07px; top: 520.875px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01483);">óptimo casi al mes de iniciado los análisis.</span><span style="left: 526.07px; top: 569.215px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05098);">Humedad</span><span style="left: 580.49px; top: 667.99px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05098);">Humedad</span><span style="left: 709.62px; top: 667.99px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05084);">Mínima</span><span style="left: 806.473px; top: 667.99px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04775);">Máxima</span><span style="left: 596.589px; top: 710.4px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00006);">Rango</span><span style="left: 738.51px; top: 710.4px; font-size: 20px; font-family: sans-serif;">5</span><span style="left: 832.033px; top: 710.4px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0003);">50</span><span style="left: 678.523px; top: 614.195px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.22199);">Tabla 3.</span><span style="left: 526.07px; top: 770.49px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 613.868px; top: 771.17px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 564.119px; top: 860.325px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02939);">Fecha</span><span style="left: 699.283px; top: 848.325px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03802);">Dato </span><span style="left: 661.983px; top: 872.325px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05693);">Temperatura</span><span style="left: 818.776px; top: 848.325px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0514);">Rango </span><span style="left: 814.886px; top: 872.325px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.07943);">Optimo </span><span style="left: 541.579px; top: 901.864px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2019-12-25</span><span style="left: 715.743px; top: 901.864px; font-size: 20px; font-family: sans-serif;">5</span><span style="left: 541.579px; top: 931.743px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2019-12-26</span><span style="left: 715.743px; top: 931.743px; font-size: 20px; font-family: sans-serif;">0</span><span style="left: 843.776px; top: 931.743px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 959.436px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2019-12-27</span><span style="left: 715.743px; top: 959.436px; font-size: 20px; font-family: sans-serif;">4</span><span style="left: 843.776px; top: 959.436px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 989.315px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2020-01-10</span><span style="left: 715.743px; top: 989.315px; font-size: 20px; font-family: sans-serif;">6</span><span style="left: 541.579px; top: 1019.19px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2020-01-30</span><span style="left: 704.623px; top: 1019.19px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0003);">100</span><span style="left: 843.776px; top: 1019.19px; font-size: 20px; font-family: sans-serif;">X</span><span style="left: 541.579px; top: 1049.07px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00013);">2020-01-31</span><span style="left: 710.183px; top: 1049.07px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0003);">50</span><span style="left: 678.523px; top: 812.797px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.22199);">Tabla 4.</span><span style="left: 526.07px; top: 1093.81px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 613.868px; top: 1094.49px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 526.07px; top: 1130.97px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.977617);">En el mismo estudio la humedad alcanzó </span><span style="left: 526.07px; top: 1154.97px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03711);">rangos óptimos en tres oportunidades pre</span><span style="left: 909.876px; top: 1154.97px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 1178.97px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02609);">sentando un ascenso significativo el día </span><span style="left: 526.07px; top: 1202.97px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.935875);">30/01 el cual fue controlado para el día si</span><span style="left: 909.876px; top: 1202.97px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 1226.97px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01584);">guiente.</span><span style="left: 102.756px; top: 49.6065px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(0.95798);">ESTUDIO DEL USO DE TÉCNICAS DE INTELIGENCIA ARTIFICIAL APLICADAS PARA ANÁLISIS DE SUELOS </span><span style="left: 102.756px; top: 72.9398px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(0.943365);">PARA EL SECTOR AGRÍCOLA</span><div class="endOfContent"></div></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="9" data-page-label="12" data-loaded="true"><div class="loadingIcon"></div><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page9" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"></div></div><div class="page" style="width: 992px; height: 1403px;" data-page-number="10" data-page-label="13" data-loaded="true"><div style="width: 992px; height: 1403px;" class="canvasWrapper"><canvas id="page10" moz-opaque="" width="993" height="1404" style="width: 993px; height: 1404px;"></canvas></div><div class="textLayer" style="width: 992px; height: 1403px;"><span style="left: 884.475px; top: 1330.11px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.2);">13 </span><span style="left: 376.944px; top: 1331.56px; font-size: 23.3333px; font-family: sans-serif; transform: scaleX(0.618435);">RECIMUNDO VOL. 5 Nº 1 (2021)</span><span style="left: 103.937px; top: 117.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00964);">llegando a la conclusión de que la gran ma</span><span style="left: 487.743px; top: 117.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 141.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00657);">yoría que es un 62% de trabajadores tienen </span><span style="left: 103.937px; top: 165.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00029);">un teléfono Samsung.</span><span style="left: 214.446px; top: -148.139px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.02197);">Fig Nº </span><span style="left: 245.605px; top: -148.139px; font-size: 10.5985px; font-family: serif;">9</span><span style="left: 250.904px; top: -148.139px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.07658);">¿Qué marca es su Smartphone?</span><span style="left: 215.93px; top: 27.2029px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.05769);">FUENTE: GRUPO </span><span style="left: 306.016px; top: 27.2029px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.05413);">INVESTIGACION</span><span style="left: 109.392px; top: 68.3247px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.04629);">Análisis:</span><span style="left: 109.392px; top: 91.2174px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.990176);">Según los resultados ob</span><span style="left: 209.147px; top: 91.2174px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.999922);">tenidos </span><span style="left: 244.757px; top: 91.2174px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.989089);">un 62% de trabajadores de Floricolas poseen un Smartphone </span><span style="left: 109.392px; top: 105.207px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.996274);">de marca Samsung, un 23% manifiesta</span><span style="left: 276.765px; top: 105.207px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.994161);">que </span><span style="left: 294.676px; top: 105.207px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.995786);">tiene un Smartphone de la marca huawei, un 7% </span><span style="left: 109.392px; top: 119.197px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.997609);">de trabajadores dicen que poseen un teléfono </span><span style="left: 302.943px; top: 119.197px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.998309);">Apple, llegando a la conclusión de que la gran </span><span style="left: 109.392px; top: 133.187px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.996543);">mayoría que es un 62% de trabajadores tienen un teléfono Samsung.</span><span style="left: 109.392px; top: 178.99px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.02197);">Fig Nº </span><span style="left: 140.548px; top: 178.99px; font-size: 10.5985px; font-family: serif; transform: scaleX(0.996724);">10</span><span style="left: 151.147px; top: 178.99px; font-size: 10.5985px; font-family: serif;">-</span><span style="left: 154.644px; top: 178.99px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.06443);">¿Está de acuerdo que mediante las aplicaciones para celular la vida de las </span><span style="left: 109.392px; top: 192.98px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.08216);">personas ha mejorado?</span><span style="left: 215.93px; top: 386.746px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.05769);">FUENTE: GRUPO </span><span style="left: 306.016px; top: 386.746px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.05413);">INVESTIGACION</span><span style="left: 109.392px; top: 405.077px; font-size: 10.5985px; font-family: serif; transform: scaleX(1.04629);">Análisis:</span><span style="left: 217.14px; top: -39.0961px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.860702);">Samsung</span><span style="left: 224.664px; top: -29.3455px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.86528);">62%</span><span style="left: 146.448px; top: -29.9196px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.913529);">Apple</span><span style="left: 150.899px; top: -20.1691px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.847105);">7%</span><span style="left: 141.255px; top: -70.3615px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.919043);">Huawei</span><span style="left: 146.554px; top: -60.611px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.86528);">23%</span><span style="left: 162.937px; top: -95.9478px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.923827);">Xiomi</span><span style="left: 167.283px; top: -86.1973px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.847105);">0%</span><span style="left: 173.324px; top: -100.867px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.928047);">Otros</span><span style="left: 177.457px; top: -91.1166px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.847105);">8%</span><span style="left: 190.22px; top: -116.138px; font-size: 14.0958px; font-family: sans-serif; transform: scaleX(0.901547);">¿Qué marca es su Smartphone?</span><span style="left: 323.442px; top: -78.2661px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.862362);">Samsung</span><span style="left: 379.843px; top: -78.2661px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.917836);">Apple</span><span style="left: 323.442px; top: -55.4178px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.919043);">Huawei</span><span style="left: 379.843px; top: -55.4178px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.923827);">Xiomi</span><span style="left: 323.442px; top: -32.5428px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.928047);">Otros</span><span style="left: 198.23px; top: 295.964px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.926669);">Completamente de </span><span style="left: 216.139px; top: 305.717px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.917578);">acuerdo</span><span style="left: 222.498px; top: 315.471px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.86528);">41%</span><span style="left: 143.979px; top: 336.392px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.909043);">Bastante de acuerdo</span><span style="left: 170.473px; top: 346.145px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.86528);">44%</span><span style="left: 160.171px; top: 266.673px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.895218);">Poco de acuerdo </span><span style="left: 180.329px; top: 276.426px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.86528);">15%</span><span style="left: 180.162px; top: 260.481px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.899455);">Nada de acuerdo </span><span style="left: 202.84px; top: 270.234px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.847105);">0%</span><span style="left: 160.032px; top: 224.902px; font-size: 14.0958px; font-family: sans-serif; transform: scaleX(0.912188);">¿Está de acuerdo que mediante las aplicaciones </span><span style="left: 155.155px; top: 242.183px; font-size: 14.0958px; font-family: sans-serif; transform: scaleX(0.921849);">para celular la vida de las personas ha mejorado?</span><span style="left: 339.675px; top: 279.448px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.922789);">Completamente de acuerdo</span><span style="left: 339.675px; top: 292.105px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.910453);">Bastante de acuerdo</span><span style="left: 339.675px; top: 304.761px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.899293);">Poco de acuerdo</span><span style="left: 339.675px; top: 317.417px; font-size: 7.94883px; font-family: sans-serif; transform: scaleX(0.903492);">Nada de acuerdo</span><span style="left: 123.191px; top: 398.699px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.20978);">Figura 10.</span><span style="left: 232.09px; top: 399.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00347);"> ¿Está de acuerdo que me</span><span style="left: 468.489px; top: 399.379px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 107.992px; top: 423.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02053);">diante las aplicaciones para celular la vida </span><span style="left: 163.571px; top: 447.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0083);">de las personas ha mejorado?</span><span style="left: 103.937px; top: 494.699px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 191.736px; top: 495.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 103.937px; top: 542.699px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.24949);">Análisis: </span><span style="left: 206.566px; top: 543.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.933614);">Se observa que un 44% de los </span><span style="left: 103.937px; top: 567.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.979315);">trabajadores de Florícolas se encuentra </span><span style="left: 103.937px; top: 591.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.972851);">bastante de acuerdo que mediante aplica</span><span style="left: 487.743px; top: 591.379px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 615.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03898);">ciones del teléfono la vida de las personas </span><span style="left: 103.937px; top: 639.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00701);">ha mejorado, un 41% está de completa</span><span style="left: 487.743px; top: 639.379px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 663.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.947221);">mente de acuerdo a que un celular puede </span><span style="left: 103.937px; top: 687.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.984509);">mejorar la vida de las personas, un 15% </span><span style="left: 103.937px; top: 711.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.05138);">dice que no se encuentra ni de acuerdo ni </span><span style="left: 103.937px; top: 735.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.964816);">en desacuerdo con el tema, como conclu</span><span style="left: 487.743px; top: 735.379px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 759.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.950032);">sión la mayoría de trabajadores creen que </span><span style="left: 103.937px; top: 783.379px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01486);">una aplicación del teléfono mejora su vida.</span><span style="left: 113.991px; top: 700.676px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01551);">Se observa que</span><span style="left: 181.924px; top: 700.676px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.02315);">un 44% de los trabajadores d</span><span style="left: 306.517px; top: 700.676px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00376);">e </span><span style="left: 314.472px; top: 700.676px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.996937);">Florícolas</span><span style="left: 359.606px; top: 700.676px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01908);">se encuentra bastante de acuerdo </span><span style="left: 113.991px; top: 714.615px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00225);">que mediante aplicaciones del teléfono la vida de las personas ha mejorado, un 41% está de </span><span style="left: 113.991px; top: 728.433px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01144);">completamente de acuerdo a que un celular puede mejo</span><span style="left: 350.29px; top: 728.433px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01978);">rar la vida de las personas, un 15% </span><span style="left: 113.991px; top: 742.25px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.922845);">dice que no se encuentra ni de acuerdo ni en desacuerdo con el tema, como conclusión la </span><span style="left: 113.991px; top: 756.068px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.995779);">mayoría de trabajadores creen que una aplicación del teléfono mejora su vida.</span><span style="left: 121.842px; top: 801.289px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.02279);">Fig Nº </span><span style="left: 152.614px; top: 801.289px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.03471);">11</span><span style="left: 163.082px; top: 801.289px; font-size: 10.4678px; font-family: serif;">-</span><span style="left: 166.536px; top: 801.289px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.08753);">¿Estaría dispuesto a usar una app </span><span style="left: 320.753px; top: 801.289px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.04803);">móvil que le permita conocer el estado </span><span style="left: 243.291px; top: 815.106px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.05836);">del suelo de su invernadero?</span><span style="left: 219.215px; top: 1036.65px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.05674);">FUENTE: GRUPO INVESTIGACION</span><span style="left: 113.991px; top: 1077.26px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.04585);">Análisis:</span><span style="left: 113.991px; top: 1099.87px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.994818);">El</span><span style="left: 126.029px; top: 1099.87px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.999688);">72% está bastante de acuerdo en</span><span style="left: 265.064px; top: 1099.87px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00118);">usar una app móvil que le permita conocer el esta</span><span style="left: 473.522px; top: 1099.87px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00176);">do del </span><span style="left: 113.991px; top: 1113.69px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00621);">suelo de su invernadero, </span><span style="left: 219.425px; top: 1113.69px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.0087);">un 20% manifiesta que si está </span><span style="left: 348.405px; top: 1113.69px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.995228);">completamente </span><span style="left: 415.19px; top: 1113.69px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00852);">de acuerdo usar una </span><span style="left: 113.991px; top: 1127.51px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.0134);">app móvil que le permita conocer el estado del suelo de su invernadero, un 0% no están de </span><span style="left: 113.991px; top: 1141.33px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00081);">acuerdo ni en desacuerdo, como conclusión los trabajadores de las agr</span><span style="left: 412.05px; top: 1141.33px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00198);">ícolas se encuentran </span><span style="left: 113.991px; top: 1155.14px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.995618);">de acuerdo el utilizar el teléfono para diferentes usos.</span><span style="left: 113.991px; top: 1177.78px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01413);">Durante el mismo estudio se rea</span><span style="left: 251.038px; top: 1177.78px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01503);">lizaron una serie de preguntas a los ingenieros en</span><span style="left: 463.996px; top: 1177.78px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.996476);">sistemas </span><span style="left: 113.991px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.997652);">encargado</span><span style="left: 156.906px; top: 1191.6px; font-size: 10.4678px; font-family: serif;">s</span><span style="left: 164.338px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.06165);">de la </span><span style="left: 188.519px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.998266);">producción</span><span style="left: 239.104px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.00654);">del invernadero</span><span style="left: 305.156px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.02775);">. A continuación se pre</span><span style="left: 405.036px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(1.01313);">sentan las preguntas</span><span style="left: 494.248px; top: 1191.6px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.995883);">y </span><span style="left: 113.991px; top: 1205.52px; font-size: 10.4678px; font-family: serif; transform: scaleX(0.99608);">análisis.</span><span style="left: 186.704px; top: 900.553px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.919153);">Completamente de </span><span style="left: 204.392px; top: 910.186px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.911781);">acuerdo</span><span style="left: 210.571px; top: 919.819px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.860027);">20%</span><span style="left: 135.014px; top: 998.774px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.904628);">Bastante de acuerdo</span><span style="left: 161.079px; top: 1008.41px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.860027);">72%</span><span style="left: 135.203px; top: 896.018px; font-size: 7.87183px; font-family: sans-serif; transform: scaleX(0.892671);">Poco de acuerdo</span><span style="left: 156.993px; top: 905.682px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.841554);">0%</span><span style="left: 147.384px; top: 889.854px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.89667);">Nada de acuerdo</span><span style="left: 169.68px; top: 899.487px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.845204);">8%</span><span style="left: 165.83px; top: 846.652px; font-size: 13.9222px; font-family: sans-serif; transform: scaleX(0.919678);">¿Estaría dispuesto a usar una app móvil que le </span><span style="left: 179.431px; top: 863.721px; font-size: 13.9222px; font-family: sans-serif; transform: scaleX(0.932174);">permita conocer el estado del suelo de su </span><span style="left: 261.099px; top: 880.678px; font-size: 13.9222px; font-family: sans-serif; transform: scaleX(0.945355);">invernadero?</span><span style="left: 318.973px; top: 923.085px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.918285);">Completamente de acuerdo</span><span style="left: 318.973px; top: 939.205px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.906032);">Bastante de acuerdo</span><span style="left: 318.973px; top: 955.325px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.894916);">Poco de acuerdo</span><span style="left: 318.973px; top: 971.42px; font-size: 7.85083px; font-family: sans-serif; transform: scaleX(0.898994);">Nada de acuerdo</span><span style="left: 109.672px; top: 1048.7px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.23005);">Figura 11.</span><span style="left: 218.57px; top: 1049.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.992297);"> ¿Estaría dispuesto a usar una </span><span style="left: 104.482px; top: 1073.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02117);">app móvil que le permita conocer el estado </span><span style="left: 169.681px; top: 1097.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00868);">del suelo de su invernadero?</span><span style="left: 103.937px; top: 1144.7px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 191.736px; top: 1145.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 103.937px; top: 1192.7px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.24949);">Análisis: </span><span style="left: 202.549px; top: 1193.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.987435);">El 72% está bastante de acuerdo </span><span style="left: 103.937px; top: 1217.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01581);">en usar una app móvil que le permita cono</span><span style="left: 487.743px; top: 1217.38px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 103.937px; top: 1241.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.944994);">cer el estado del suelo de su invernadero, </span><span style="left: 103.937px; top: 1265.38px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.992552);">un 20% manifiesta que si está completa</span><span style="left: 487.743px; top: 1265.38px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 117.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0454);">mente de acuerdo usar una app móvil que </span><span style="left: 526.07px; top: 141.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.99569);">le permita conocer el estado del suelo de su </span><span style="left: 526.07px; top: 165.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02236);">invernadero, un 0% no están de acuerdo ni </span><span style="left: 526.07px; top: 189.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00967);">en desacuerdo, como conclusión los traba</span><span style="left: 909.876px; top: 189.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 213.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03892);">jadores de las agrícolas se encuentran de </span><span style="left: 526.07px; top: 237.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.959435);">acuerdo el utilizar el teléfono para diferen</span><span style="left: 909.876px; top: 237.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 261.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0005);">tes usos.</span><span style="left: 526.07px; top: 309.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01429);">Durante el mismo estudio se realizaron una </span><span style="left: 526.07px; top: 333.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04015);">serie de preguntas a los ingenieros en sis</span><span style="left: 909.876px; top: 333.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 357.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0371);">temas encargados de la producción del in</span><span style="left: 909.876px; top: 357.615px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 381.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01616);">vernadero. A continuación se presentan las </span><span style="left: 526.07px; top: 405.615px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01028);">preguntas y análisis.</span><span style="left: 532.738px; top: 420.628px; font-size: 11px; font-family: serif; transform: scaleX(1.02055);">Fig Nº12</span><span style="left: 573.325px; top: 420.628px; font-size: 11px; font-family: serif;">-</span><span style="left: 576.955px; top: 420.628px; font-size: 11px; font-family: serif; transform: scaleX(1.06802);">¿Conoce usted sobre la producción de un invernadero optimizado mediante </span><span style="left: 703.152px; top: 435.277px; font-size: 11px; font-family: serif; transform: scaleX(1.1073);">un arduino?</span><span style="left: 640.122px; top: 632.314px; font-size: 11px; font-family: serif; transform: scaleX(1.05983);">FUENTE: GRUPO INVESTIGACION</span><span style="left: 529.548px; top: 674.994px; font-size: 11px; font-family: serif; transform: scaleX(1.04936);">Análisis:</span><span style="left: 529.548px; top: 698.644px; font-size: 11px; font-family: serif; transform: scaleX(1.01559);">Con la encuesta realizada a los Ingenieros en Sistemas se obtiene los siguientes resultados, </span><span style="left: 529.548px; top: 713.274px; font-size: 11px; font-family: serif; transform: scaleX(1.01062);">un 67%de </span><span style="left: 582.785px; top: 713.274px; font-size: 11px; font-family: serif; transform: scaleX(1.0087);">Ingeniero conoce poco sobre la producción de un invernadero optimizado </span><span style="left: 529.548px; top: 727.794px; font-size: 11px; font-family: serif; transform: scaleX(1.0093);">mediante un Arduino</span><span style="left: 623.925px; top: 727.794px; font-size: 11px; font-family: serif; transform: scaleX(1.032);">, un 33% </span><span style="left: 667.512px; top: 727.794px; font-size: 11px; font-family: serif; transform: scaleX(1.00149);">manifiesto</span><span style="left: 717.232px; top: 727.794px; font-size: 11px; font-family: serif; transform: scaleX(1.02185);">que conoce muy bien sobre la producción de un </span><span style="left: 529.548px; top: 742.314px; font-size: 11px; font-family: serif; transform: scaleX(1.00554);">invernadero optimizado mediante un Arduino</span><span style="left: 734.832px; top: 742.314px; font-size: 11px; font-family: serif; transform: scaleX(1);">y </span><span style="left: 743.412px; top: 742.314px; font-size: 11px; font-family: serif; transform: scaleX(1.01069);">un 0% comentan no conocer sobre el tema, </span><span style="left: 529.548px; top: 756.852px; font-size: 11px; font-family: serif; transform: scaleX(0.998713);">llegando a la</span><span style="left: 588.395px; top: 756.852px; font-size: 11px; font-family: serif; transform: scaleX(0.998421);">conclusión que poco se conoce de la producción de un invernadero optimizado </span><span style="left: 529.548px; top: 771.482px; font-size: 11px; font-family: serif; transform: scaleX(0.999297);">mediante un Arduino</span><span style="left: 622.935px; top: 771.482px; font-size: 11px; font-family: serif;">.</span><span style="left: 529.548px; top: 795.132px; font-size: 11px; font-family: serif; transform: scaleX(1.01806);">Fig. Nº 13</span><span style="left: 575.635px; top: 795.132px; font-size: 11px; font-family: serif;">-</span><span style="left: 579.265px; top: 795.132px; font-size: 11px; font-family: serif; transform: scaleX(1.06281);">¿Tiene experiencia con una placa que admite sensores que recolectan </span><span style="left: 529.548px; top: 809.652px; font-size: 11px; font-family: serif; transform: scaleX(1.07442);">información?</span><span style="left: 640.122px; top: 1001.3px; font-size: 11px; font-family: serif; transform: scaleX(1.05983);">FUENTE: GRUPO INVESTIGACION</span><span style="left: 671.005px; top: 533.317px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846201);">si</span><span style="left: 666.385px; top: 543.44px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.8645);">33%</span><span style="left: 603.462px; top: 569.007px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.922647);">poco</span><span style="left: 604.559px; top: 579.129px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.8645);">67%</span><span style="left: 633.806px; top: 515.151px; font-size: 8.272px; font-family: sans-serif; transform: scaleX(0.896986);">nada</span><span style="left: 636.996px; top: 525.315px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846);">0%</span><span style="left: 594.252px; top: 468.39px; font-size: 14.63px; font-family: sans-serif; transform: scaleX(0.915695);">¿Conoce usted sobre la producción de un </span><span style="left: 577.091px; top: 486.341px; font-size: 14.63px; font-family: sans-serif; transform: scaleX(0.952336);">invernadero optimizado mediante un arduino?</span><span style="left: 758.547px; top: 539.211px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846201);">si</span><span style="left: 758.547px; top: 555.381px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.922647);">poco</span><span style="left: 758.547px; top: 571.579px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.9027);">nada</span><span style="left: 646.017px; top: 961.281px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846201);">si</span><span style="left: 639.306px; top: 971.401px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.874957);">100%</span><span style="left: 640.186px; top: 890.469px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.922647);">poco</span><span style="left: 643.487px; top: 900.589px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846);">0%</span><span style="left: 640.297px; top: 890.469px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.8973);">nada</span><span style="left: 643.487px; top: 900.589px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846);">0%</span><span style="left: 581.996px; top: 842.866px; font-size: 14.63px; font-family: sans-serif; transform: scaleX(0.922496);">¿Tiene experiencia con una placa que admite </span><span style="left: 603.245px; top: 860.796px; font-size: 14.63px; font-family: sans-serif; transform: scaleX(0.929888);">sensores que recolectan información?</span><span style="left: 730.295px; top: 914.669px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.846201);">si</span><span style="left: 730.295px; top: 927.823px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.922647);">poco</span><span style="left: 730.295px; top: 940.959px; font-size: 8.25px; font-family: sans-serif; transform: scaleX(0.9027);">nada</span><span style="left: 536.614px; top: 637.797px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.20978);">Figura 12.</span><span style="left: 645.512px; top: 638.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00615);"> ¿Conoce usted sobre la pro</span><span style="left: 899.331px; top: 638.477px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 548.464px; top: 662.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.02273);">ducción de un invernadero optimizado </span><span style="left: 624.223px; top: 686.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00393);">mediante un arduino?</span><span style="left: 526.07px; top: 733.797px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.21328);">Fuente:</span><span style="left: 613.868px; top: 734.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01891);">Grupo Investigación</span><span style="left: 526.07px; top: 781.797px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.24949);">Análisis: </span><span style="left: 627.905px; top: 782.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03948);">Con la encuesta realizada a los </span><span style="left: 526.07px; top: 806.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.981286);">Ingenieros en Sistemas se obtiene los si</span><span style="left: 909.876px; top: 806.477px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 830.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01295);">guientes resultados, un 67%de Ingeniero </span><span style="left: 526.07px; top: 854.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.03702);">conoce poco sobre la producción de un in</span><span style="left: 909.876px; top: 854.477px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 878.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.0049);">vernadero optimizado mediante un Arduino, </span><span style="left: 526.07px; top: 902.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.963176);">un 33% manifiesto que conoce muy bien </span><span style="left: 526.07px; top: 926.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04011);">sobre la producción de un invernadero op</span><span style="left: 909.876px; top: 926.477px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 950.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.04009);">timizado mediante un Arduino y un 0% co</span><span style="left: 909.876px; top: 950.477px; font-size: 20px; font-family: sans-serif;">-</span><span style="left: 526.07px; top: 974.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.01537);">mentan no conocer sobre el tema, llegando </span><span style="left: 526.07px; top: 998.477px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.945127);">a la conclusión que poco se conoce de la </span><span style="left: 526.07px; top: 1022.48px; font-size: 20px; font-family: sans-serif; transform: scaleX(0.999242);">producción de un invernadero optimizado </span><span style="left: 526.07px; top: 1046.48px; font-size: 20px; font-family: sans-serif; transform: scaleX(1.00994);">mediante un Arduino.</span><span style="left: 102.756px; top: 49.6065px; font-size: 16.6667px; font-family: sans-serif; transform: scaleX(0.95798);">ESTUDIO DEL USO DE TÉCNICAS DE INTELIGENCIA ARTIFICIAL APLICADAS PARA ANÁLISIS DE SUELOS </span><span style="left: 102.756px; 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